{"id":177,"date":"2025-04-24T15:01:26","date_gmt":"2025-04-24T15:01:26","guid":{"rendered":"https:\/\/binus.ac.id\/humanitarian-ai\/?p=177"},"modified":"2025-05-05T17:49:17","modified_gmt":"2025-05-05T17:49:17","slug":"python-programming-for-machine-learning","status":"publish","type":"post","link":"https:\/\/binus.ac.id\/humanitarian-ai\/blog\/2025\/04\/24\/python-programming-for-machine-learning\/","title":{"rendered":"Python Programming for Machine Learning"},"content":{"rendered":"<h1 data-start=\"326\" data-end=\"342\"><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-190 aligncenter\" src=\"https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-300x300.png\" alt=\"\" width=\"300\" height=\"300\" srcset=\"https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-300x300.png 300w, https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-1024x1024.png 1024w, https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-150x150.png 150w, https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-768x768.png 768w, https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280-480x480.png 480w, https:\/\/binus.ac.id\/humanitarian-ai\/wp-content\/uploads\/2025\/04\/ai-generated-7977128_1280.png 1280w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/h1>\n<h1 style=\"text-align: center\" data-start=\"326\" data-end=\"342\"><span style=\"font-size: 18pt\">Training Syllabus<\/span><\/h1>\n<h4 data-start=\"1783\" data-end=\"1799\">\ud83d\udd58 Duration: <strong data-start=\"1800\" data-end=\"1815\">2 full days<\/strong> (08:00 AM \u2013 05:00 PM GMT+7)<\/h4>\n<h4 data-start=\"1845\" data-end=\"1873\">\ud83d\udc65 Minimum Participants: <strong data-start=\"1874\" data-end=\"1886\">5 people<\/strong><\/h4>\n<h4 data-start=\"1888\" data-end=\"1899\">\ud83d\udcbc Fee: <strong data-start=\"1900\" data-end=\"1932\">Based on agreement and venue<\/strong><\/h4>\n<hr class=\"\" data-start=\"1934\" data-end=\"1937\" \/>\n<h3 class=\"\" data-start=\"1939\" data-end=\"1967\">\ud83d\udccb <strong data-start=\"1946\" data-end=\"1967\">Training Overview<\/strong><\/h3>\n<p class=\"\" data-start=\"1968\" data-end=\"2413\">Machine learning has become one of the most transformative technologies in the digital era, with applications across healthcare, finance, marketing, and more.<br data-start=\"2126\" data-end=\"2129\" \/>To fully harness its power, mastering <strong data-start=\"2167\" data-end=\"2177\">Python<\/strong>\u2014the most popular and powerful programming language for data science\u2014is essential.<br data-start=\"2259\" data-end=\"2262\" \/>This course combines <strong data-start=\"2283\" data-end=\"2310\">theoretical foundations<\/strong> with <strong data-start=\"2316\" data-end=\"2344\">hands-on coding sessions<\/strong> and a <strong data-start=\"2351\" data-end=\"2367\">mini project<\/strong> to ensure participants gain practical skills.<\/p>\n<hr class=\"\" data-start=\"2415\" data-end=\"2418\" \/>\n<h3 class=\"\" data-start=\"2420\" data-end=\"2445\">\ud83d\udcda <strong data-start=\"2427\" data-end=\"2445\">Topics Covered<\/strong><\/h3>\n<ul data-start=\"2446\" data-end=\"2708\">\n<li class=\"\" data-start=\"2446\" data-end=\"2500\">\n<p class=\"\" data-start=\"2448\" data-end=\"2500\">Python Basics and Introduction to Machine Learning<\/p>\n<\/li>\n<li class=\"\" data-start=\"2501\" data-end=\"2552\">\n<p class=\"\" data-start=\"2503\" data-end=\"2552\">Data Manipulation with <strong data-start=\"2526\" data-end=\"2535\">NumPy<\/strong> and <strong data-start=\"2540\" data-end=\"2550\">Pandas<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2553\" data-end=\"2612\">\n<p class=\"\" data-start=\"2555\" data-end=\"2612\">Data Visualization using <strong data-start=\"2580\" data-end=\"2594\">Matplotlib<\/strong> and <strong data-start=\"2599\" data-end=\"2610\">Seaborn<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2613\" data-end=\"2671\">\n<p class=\"\" data-start=\"2615\" data-end=\"2671\">Introduction to Machine Learning with <strong data-start=\"2653\" data-end=\"2669\">Scikit-Learn<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"2672\" data-end=\"2708\">\n<p class=\"\" data-start=\"2674\" data-end=\"2708\">Advanced Topics and Mini Project<\/p>\n<\/li>\n<\/ul>\n<hr class=\"\" data-start=\"2710\" data-end=\"2713\" \/>\n<h3 class=\"\" data-start=\"2715\" data-end=\"2743\">\ud83c\udfaf <strong data-start=\"2722\" data-end=\"2743\">Learning Outcomes<\/strong><\/h3>\n<p class=\"\" data-start=\"2744\" data-end=\"2791\">By the end of this training, participants will:<\/p>\n<ul data-start=\"2792\" data-end=\"3002\">\n<li class=\"\" data-start=\"2792\" data-end=\"2861\">\n<p class=\"\" data-start=\"2794\" data-end=\"2861\">Understand the foundational concepts of Python for machine learning<\/p>\n<\/li>\n<li class=\"\" data-start=\"2862\" data-end=\"2907\">\n<p class=\"\" data-start=\"2864\" data-end=\"2907\">Use Python libraries for data science tasks<\/p>\n<\/li>\n<li class=\"\" data-start=\"2908\" data-end=\"2945\">\n<p class=\"\" data-start=\"2910\" data-end=\"2945\">Build basic machine learning models<\/p>\n<\/li>\n<li class=\"\" data-start=\"2946\" data-end=\"3002\">\n<p class=\"\" data-start=\"2948\" data-end=\"3002\">Apply machine learning concepts to real-world projects<\/p>\n<\/li>\n<\/ul>\n<hr class=\"\" data-start=\"3004\" data-end=\"3007\" \/>\n<h3 class=\"\" data-start=\"3009\" data-end=\"3023\">\ud83d\udcde Contact<\/h3>\n<ul data-start=\"3024\" data-end=\"3182\">\n<li class=\"\" data-start=\"3024\" data-end=\"3089\">\n<p class=\"\" data-start=\"3026\" data-end=\"3089\">\ud83d\udce7 Email: <a class=\"cursor-pointer\" rel=\"noopener\" data-start=\"3036\" data-end=\"3087\">wbudiharto@binus.edu<\/a><\/p>\n<\/li>\n<li class=\"\" data-start=\"3090\" data-end=\"3136\">\n<p class=\"\" data-start=\"3092\" data-end=\"3136\">\ud83d\udcf1 Mr. Widodo (WhatsApp): +62 856 9887 384<\/p>\n<\/li>\n<li class=\"\" data-start=\"3137\" data-end=\"3182\">\n<p class=\"\" data-start=\"3139\" data-end=\"3182\">\ud83d\udcf1 Ms. Emny (WhatsApp): +62 813 8741 3863<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<h2 class=\"\" style=\"text-align: center\" data-start=\"162\" data-end=\"191\"><strong data-start=\"168\" data-end=\"189\">Silabus Pelatihan<\/strong><\/h2>\n<h3 class=\"\" style=\"text-align: center\" data-start=\"192\" data-end=\"237\">Python Programming for Machine Learning<\/h3>\n<h4 data-start=\"266\" data-end=\"280\">\ud83d\udd58 Durasi:\u00a0<strong data-start=\"281\" data-end=\"299\">2 hari fullday<\/strong> (08:00 &#8211; 17:00 WIB)<\/h4>\n<h4 data-start=\"321\" data-end=\"351\">\ud83d\udc65 Jumlah Peserta Minimum: <strong data-start=\"352\" data-end=\"363\">5 orang<\/strong><\/h4>\n<h4 data-start=\"365\" data-end=\"378\">\ud83d\udcbc Biaya: <strong data-start=\"379\" data-end=\"429\">Sesuai dengan kesepakatan dan lokasi pelatihan<\/strong><\/h4>\n<hr class=\"\" data-start=\"431\" data-end=\"434\" \/>\n<h3 class=\"\" data-start=\"436\" data-end=\"466\">\ud83d\udccb <strong data-start=\"443\" data-end=\"466\">Deskripsi Pelatihan<\/strong><\/h3>\n<p class=\"\" data-start=\"467\" data-end=\"904\">Machine learning adalah salah satu teknologi paling transformatif di era digital, dengan aplikasi luas di bidang kesehatan, keuangan, pemasaran, dan banyak lagi. Untuk memaksimalkan potensi ini, penguasaan bahasa pemrograman <strong data-start=\"692\" data-end=\"702\">Python<\/strong>\u2014bahasa utama dalam data science\u2014adalah hal penting.<br data-start=\"754\" data-end=\"757\" \/>Pelatihan ini menekankan <strong data-start=\"782\" data-end=\"806\">pembelajaran praktis<\/strong> melalui sesi <em data-start=\"820\" data-end=\"837\">hands-on coding<\/em> dan <em data-start=\"842\" data-end=\"856\">mini-project<\/em> yang membantu peserta membangun keahlian nyata.<\/p>\n<hr class=\"\" data-start=\"906\" data-end=\"909\" \/>\n<h3 class=\"\" data-start=\"911\" data-end=\"949\">\ud83d\udcda <strong data-start=\"918\" data-end=\"949\">Materi yang Akan Dipelajari<\/strong><\/h3>\n<ul data-start=\"950\" data-end=\"1205\">\n<li class=\"\" data-start=\"950\" data-end=\"1001\">\n<p class=\"\" data-start=\"952\" data-end=\"1001\">Dasar-dasar Python dan pengantar Machine Learning<\/p>\n<\/li>\n<li class=\"\" data-start=\"1002\" data-end=\"1056\">\n<p class=\"\" data-start=\"1004\" data-end=\"1056\">Manipulasi data menggunakan <strong data-start=\"1032\" data-end=\"1041\">NumPy<\/strong> dan <strong data-start=\"1046\" data-end=\"1056\">Pandas<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"1057\" data-end=\"1118\">\n<p class=\"\" data-start=\"1059\" data-end=\"1118\">Visualisasi data menggunakan <strong data-start=\"1088\" data-end=\"1102\">Matplotlib<\/strong> dan <strong data-start=\"1107\" data-end=\"1118\">Seaborn<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"1119\" data-end=\"1171\">\n<p class=\"\" data-start=\"1121\" data-end=\"1171\">Pengantar Machine Learning dengan <strong data-start=\"1155\" data-end=\"1171\">Scikit-Learn<\/strong><\/p>\n<\/li>\n<li class=\"\" data-start=\"1172\" data-end=\"1205\">\n<p class=\"\" data-start=\"1174\" data-end=\"1205\">Topik lanjutan dan Mini Project<\/p>\n<\/li>\n<\/ul>\n<hr class=\"\" data-start=\"1207\" data-end=\"1210\" \/>\n<h3 class=\"\" data-start=\"1212\" data-end=\"1239\">\ud83c\udfaf <strong data-start=\"1219\" data-end=\"1239\">Tujuan Pelatihan<\/strong><\/h3>\n<p class=\"\" data-start=\"1240\" data-end=\"1286\">Setelah mengikuti pelatihan ini, peserta akan:<\/p>\n<ul data-start=\"1287\" data-end=\"1511\">\n<li class=\"\" data-start=\"1287\" data-end=\"1340\">\n<p class=\"\" data-start=\"1289\" data-end=\"1340\">Memahami konsep dasar Python untuk machine learning<\/p>\n<\/li>\n<li class=\"\" data-start=\"1341\" data-end=\"1395\">\n<p class=\"\" data-start=\"1343\" data-end=\"1395\">Mampu menggunakan library Python untuk analisis data<\/p>\n<\/li>\n<li class=\"\" data-start=\"1396\" data-end=\"1446\">\n<p class=\"\" data-start=\"1398\" data-end=\"1446\">Dapat membangun model machine learning sederhana<\/p>\n<\/li>\n<li class=\"\" data-start=\"1447\" data-end=\"1511\">\n<p class=\"\" data-start=\"1449\" data-end=\"1511\">Mampu menerapkan konsep machine learning ke dalam proyek nyata<\/p>\n<\/li>\n<\/ul>\n<hr class=\"\" data-start=\"1513\" data-end=\"1516\" \/>\n<h3 class=\"\" data-start=\"1518\" data-end=\"1531\">\ud83d\udcde Kontak<\/h3>\n<ul data-start=\"1532\" data-end=\"1679\">\n<li class=\"\" data-start=\"1532\" data-end=\"1597\">\n<p class=\"\" data-start=\"1534\" data-end=\"1597\">\ud83d\udce7 Email: <a class=\"cursor-pointer\" rel=\"noopener\" data-start=\"1544\" data-end=\"1595\">wbudiharto@binus.edu<\/a><\/p>\n<\/li>\n<li class=\"\" data-start=\"1598\" data-end=\"1639\">\n<p class=\"\" data-start=\"1600\" data-end=\"1639\">\ud83d\udcf1 Bpk. Widodo (WA): +62 856 9887 384<\/p>\n<\/li>\n<li class=\"\" data-start=\"1640\" data-end=\"1679\">\n<p class=\"\" data-start=\"1642\" data-end=\"1679\">\ud83d\udcf1 Ibu Emny (WA): +62 813 8741 3863<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Training Syllabus \ud83d\udd58 Duration: 2 full days (08:00 AM \u2013 05:00 PM GMT+7) \ud83d\udc65 Minimum Participants: 5 people \ud83d\udcbc Fee: Based on agreement and venue \ud83d\udccb Training Overview Machine learning has become one of the most transformative technologies in the digital era, with applications across healthcare, finance, marketing, and more.To fully harness its power, mastering [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":190,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5,4,11],"tags":[],"class_list":["post-177","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-products","category-syllabus"],"_links":{"self":[{"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/posts\/177","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/comments?post=177"}],"version-history":[{"count":6,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/posts\/177\/revisions"}],"predecessor-version":[{"id":230,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/posts\/177\/revisions\/230"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/media\/190"}],"wp:attachment":[{"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/media?parent=177"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/categories?post=177"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/binus.ac.id\/humanitarian-ai\/wp-json\/wp\/v2\/tags?post=177"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}